BuildGuideAndroidNDK.md

   1 # How to use the Android NDK to build ArmNN
   2
   3 *  [Introduction](#introduction)
   4 *  [Download the Android NDK and make a standalone toolchain](#downloadNDK)
   5 *  [Build the Boost C++ libraries](#buildBoost)
   6 *  [Build the Compute Library](#buildCL)
   7 *  [Build Google's Protobuf library](#buildProtobuf)
   8 *  [Download TensorFlow](#downloadTF)
   9 *  [Build ArmNN](#buildArmNN)
  10 *  [Run ArmNN UnitTests on an Android device](#runArmNNUnitTests)
  11
  12
  13 #### <a name="introduction">Introduction</a>
  14 These are step by step instructions for using the Android NDK to build ArmNN.
  15 They have been tested on a clean install of Ubuntu 18.04, and should also work with other OS versions.
  16 The instructions show how to build the ArmNN core library and the optional TensorFlow parser.
  17 All downloaded or generated files will be saved inside the `~/armnn-devenv` directory.
  18
  19 #### <a name="downloadNDK">Download the Android NDK and make a standalone toolchain</a>
  20
  21 * Download the Android NDK from [the official website](https://developer.android.com/ndk/downloads/index.html):
  22
  23      ```bash
  24      mkdir -p ~/armnn-devenv/toolchains
  25      cd ~/armnn-devenv/toolchains
  26      # For Mac OS, change the NDK download link accordingly.
  27      wget https://dl.google.com/android/repository/android-ndk-r17b-linux-x86_64.zip
  28      unzip android-ndk-r17b-linux-x86_64.zip
  29      export NDK=~/armnn-devenv/toolchains/android-ndk-r17b
  30      ```
  31
  32          You may want to append `export NDK=~/armnn-devenv/toolchains/android-ndk-r17b` to your `~/.bashrc` (or `~/.bash_profile` in Mac OS).
  33
  34 * Make a standalone toolchain:
  35
  36          (Requires python if not previously installed: `sudo apt install python`)
  37
  38    ```bash
  39    # Create an arm64 API 26 libc++ toolchain.
  40    $NDK/build/tools/make_standalone_toolchain.py \
  41        --arch arm64 \
  42        --api 26 \
  43        --stl=libc++ \
  44        --install-dir=$HOME/armnn-devenv/toolchains/aarch64-android-r17b
  45    export PATH=$HOME/armnn-devenv/toolchains/aarch64-android-r17b/bin:$PATH
  46    ```
  47
  48          You may want to append `export PATH=$HOME/armnn-devenv/toolchains/aarch64-android-r17b/bin:$PATH` to your `~/.bashrc` (or `~/.bash_profile` in Mac OS).
  49
  50 #### <a name="buildBoost">Build the Boost C++ libraries</a>
  51
  52 * Download Boost version 1.64:
  53
  54    ```bash
  55    mkdir ~/armnn-devenv/boost
  56    cd ~/armnn-devenv/boost
  57    wget https://dl.bintray.com/boostorg/release/1.64.0/source/boost_1_64_0.tar.bz2
  58    tar xvf boost_1_64_0.tar.bz2
  59    ```
  60
  61 * Build:
  62
  63         (Requires gcc if not previously installed: `sudo apt install gcc`)
  64         ```bash
  65         echo "using gcc : arm : aarch64-linux-android-clang++ ;" > $HOME/armnn-devenv/boost/user-config.jam
  66         cd ~/armnn-devenv/boost/boost_1_64_0
  67         ./bootstrap.sh --prefix=$HOME/armnn-devenv/boost/install
  68         ./b2 install --user-config=$HOME/armnn-devenv/boost/user-config.jam \
  69      toolset=gcc-arm link=static cxxflags=-fPIC --with-filesystem \
  70          --with-test --with-log --with-program_options -j16
  71     ```
  72
  73 #### <a name="buildCL">Build the Compute Library</a>
  74 * Clone the Compute Library:
  75
  76         (Requires Git if not previously installed: `sudo apt install git`)
  77
  78         ``` bash
  79         cd ~/armnn-devenv
  80         git clone https://github.com/ARM-software/ComputeLibrary.git
  81         ```
  82
  83 * Build:
  84
  85         (Requires SCons if not previously installed: `sudo apt install scons`)
  86         ```bash
  87         cd ComputeLibrary
  88         scons arch=arm64-v8a neon=1 opencl=1 embed_kernels=1 extra_cxx_flags="-fPIC" \
  89          benchmark_tests=0 validation_tests=0 os=android -j16
  90         ```
  91
  92 #### <a name="buildProtobuf">Build Google's Protobuf library</a>
  93
  94 * Clone protobuf:
  95         ```bash
  96         mkdir ~/armnn-devenv/google
  97         cd ~/armnn-devenv/google
  98         git clone https://github.com/google/protobuf.git
  99         cd protobuf
 100         git checkout -b v3.5.2 v3.5.2
 101         ```
 102
 103 * Build a native (x86) version of the protobuf libraries and compiler (protoc):
 104
 105         (Requires cUrl, autoconf, llibtool, and other build dependencies if not previously installed: `sudo apt install curl autoconf libtool build-essential g++`)
 106
 107         ```bash
 108         ./autogen.sh
 109         mkdir x86_build
 110         cd x86_build
 111         ../configure --prefix=$HOME/armnn-devenv/google/x86_pb_install
 112         make install -j16
 113         cd ..
 114         ```
 115
 116 * Build the arm64 version of the protobuf libraries:
 117
 118    ```bash
 119         mkdir arm64_build
 120         cd arm64_build
 121         CC=aarch64-linux-android-clang \
 122           CXX=aarch64-linux-android-clang++ \
 123           CFLAGS="-fPIE -fPIC" LDFLAGS="-pie -llog" \
 124        ../configure --host=aarch64-linux-android \
 125        --prefix=$HOME/armnn-devenv/google/arm64_pb_install \
 126        --with-protoc=$HOME/armnn-devenv/google/x86_pb_install/bin/protoc
 127         make install -j16
 128         cd ..
 129         ```
 130
 131 #### <a name="downloadTF">Download TensorFlow</a>
 132 * Clone TensorFlow source code:
 133
 134         ```bash
 135         cd ~/armnn-devenv/google/
 136         git clone https://github.com/tensorflow/tensorflow.git
 137         cd tensorflow/
 138         git checkout 590d6eef7e91a6a7392c8ffffb7b58f2e0c8bc6b
 139         ```
 140
 141         You need tensorflow/contrib/makefile/tf_proto_files.txt from TensorFlow to generate TensorFlow protobuf definitions. This file is not available in TensorFlow master branch.
 142
 143 #### <a name="buildArmNN">Build ArmNN</a>
 144
 145 * Clone ArmNN source code:
 146
 147         ```bash
 148         cd ~/armnn-devenv/
 149         git clone https://github.com/ARM-software/armnn.git
 150         ```
 151
 152 * Generate TensorFlow protobuf definitions:
 153
 154         ```bash
 155         cd ~/armnn-devenv/google/tensorflow
 156         ~/armnn-devenv/armnn/scripts/generate_tensorflow_protobuf.sh \
 157          $HOME/armnn-devenv/google/tf_pb $HOME/armnn-devenv/google/x86_pb_install
 158         ```
 159
 160  * Build ArmNN:
 161
 162         (Requires CMake if not previously installed: `sudo apt install cmake`)
 163
 164         ```bash
 165         mkdir ~/armnn-devenv/armnn/build
 166         cd ~/armnn-devenv/armnn/build
 167         CXX=aarch64-linux-android-clang++ \
 168          CC=aarch64-linux-android-clang \
 169          CXX_FLAGS="-fPIE -fPIC" \
 170          cmake .. \
 171       -DCMAKE_SYSTEM_NAME=Android \
 172       -DCMAKE_ANDROID_ARCH_ABI=arm64-v8a \
 173       -DCMAKE_ANDROID_STANDALONE_TOOLCHAIN=$HOME/armnn-devenv/toolchains/aarch64-android-r17b/ \
 174       -DCMAKE_EXE_LINKER_FLAGS="-pie -llog" \
 175       -DARMCOMPUTE_ROOT=$HOME/armnn-devenv/ComputeLibrary/ \
 176       -DARMCOMPUTE_BUILD_DIR=$HOME/armnn-devenv/ComputeLibrary/build \
 177       -DBOOST_ROOT=$HOME/armnn-devenv/boost/install/ \
 178       -DARMCOMPUTENEON=1 -DARMCOMPUTECL=1 -DARMNNREF=1 \
 179       -DTF_GENERATED_SOURCES=$HOME/armnn-devenv/google/tf_pb/ -DBUILD_TF_PARSER=1 \
 180       -DPROTOBUF_ROOT=$HOME/armnn-devenv/google/arm64_pb_install/
 181         ```
 182
 183         To include standalone sample dynamic backend tests, add the argument to enable the tests and the dynamic backend path to the CMake command:
 184
 185     ```bash
 186     -DSAMPLE_DYNAMIC_BACKEND=1 \
 187     -DDYNAMIC_BACKEND_PATHS=$SAMPLE_DYNAMIC_BACKEND_PATH
 188     ```
 189     Where $SAMPLE_DYNAMIC_BACKEND_PATH is the path where libArm_SampleDynamic_backend.so library file is pushed
 190
 191  * Run the build
 192     ```bash
 193     make -j16
 194     ```
 195
 196 #### <a name="buildStandaloneBackend">Build Standalone Sample Dynamic Backend</a>
 197 * The sample dynamic backend is located in armnn/src/dynamic/sample
 198     ```bash
 199     mkdir build
 200     cd build
 201     ```
 202
 203 * Use CMake to configure the build environment, update the following script and run it from the armnn/src/dynamic/sample/build directory to set up the armNN build:
 204     ```bash
 205     #!/bin/bash
 206     CXX=aarch64-linux-android-clang++ \
 207     CC=aarch64-linux-android-clang \
 208     CXX_FLAGS="-fPIE -fPIC" \
 209     cmake \
 210     -DCMAKE_SYSTEM_NAME=Android \
 211     -DCMAKE_CXX_FLAGS=--std=c++14 \
 212     -DCMAKE_EXE_LINKER_FLAGS="-pie -llog" \
 213     -DCMAKE_MODULE_LINKER_FLAGS="-llog" \
 214     -DBOOST_ROOT=$HOME/armnn-devenv/boost/install \
 215     -DBoost_SYSTEM_LIBRARY=$HOME/armnn-devenv/boost/install/lib/libboost_system.a \
 216     -DBoost_FILESYSTEM_LIBRARY=$HOME/armnn-devenv/boost/install/lib/libboost_filesystem.a \
 217     -DARMNN_PATH=$HOME/armnn-devenv/armnn/build/libarmnn.so ..
 218     ```
 219
 220 * Run the build
 221     ```bash
 222     make
 223     ```
 224
 225 #### <a name="runArmNNUnitTests">Run the ArmNN unit tests on an Android device</a>
 226
 227
 228 * Push the build results to an Android device and make symbolic links for shared libraries:
 229   Currently adb version we have used for testing is 1.0.41.
 230
 231         ```bash
 232         adb push libarmnnTfParser.so /data/local/tmp/
 233         adb push libarmnn.so /data/local/tmp/
 234         adb push UnitTests /data/local/tmp/
 235         adb push $NDK/sources/cxx-stl/llvm-libc++/libs/arm64-v8a/libc++_shared.so /data/local/tmp/
 236         adb push $HOME/armnn-devenv/google/arm64_pb_install/lib/libprotobuf.so /data/local/tmp/libprotobuf.so.15.0.1
 237         adb shell 'ln -s libprotobuf.so.15.0.1 /data/local/tmp/libprotobuf.so.15'
 238         adb shell 'ln -s libprotobuf.so.15.0.1 /data/local/tmp/libprotobuf.so'
 239         ```
 240
 241 * Push the files needed for the unit tests (they are a mix of files, directories and symbolic links):
 242
 243         ```bash
 244         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/testSharedObject
 245         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/testSharedObject/* /data/local/tmp/src/backends/backendsCommon/test/testSharedObject/
 246
 247         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/testDynamicBackend
 248         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/testDynamicBackend/* /data/local/tmp/src/backends/backendsCommon/test/testDynamicBackend/
 249
 250         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath1
 251         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath1/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath1/
 252
 253         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2
 254         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/
 255         adb shell ln -s Arm_CpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1
 256         adb shell ln -s Arm_CpuAcc_backend.so.1 /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1.2
 257         adb shell ln -s Arm_CpuAcc_backend.so.1.2 /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1.2.3
 258         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath2/Arm_GpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/
 259         adb shell ln -s nothing /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_no_backend.so
 260
 261         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath3
 262
 263         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath5
 264         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath5/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath5/
 265
 266         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath6
 267         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath6/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath6/
 268
 269         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath7
 270
 271         adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath9
 272         adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath9/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath9/
 273
 274         adb shell mkdir -p /data/local/tmp/src/backends/dynamic/reference
 275         adb push -p ~/armnn-devenv/armnn/build/src/backends/dynamic/reference/Arm_CpuRef_backend.so /data/local/tmp/src/backends/dynamic/reference/
 276         ```
 277
 278         If the standalone sample dynamic tests are enabled, also push libArm_SampleDynamic_backend.so library file to the folder specified as $SAMPLE_DYNAMIC_BACKEND_PATH when ArmNN is built.
 279         This is the example when $SAMPLE_DYNAMIC_BACKEND_PATH is specified as /data/local/tmp/dynamic/sample/:
 280
 281         ```bash
 282         adb shell mkdir -p /data/local/tmp/dynamic/sample/
 283         adb push -p ${WORKING_DIR}/armnn/src/dynamic/sample/build/libArm_SampleDynamic_backend.so /data/local/tmp/dynamic/sample/
 284         ```
 285
 286 * Run ArmNN unit tests:
 287
 288         ```bash
 289         adb shell 'LD_LIBRARY_PATH=/data/local/tmp:/vendor/lib64:/vendor/lib64/egl /data/local/tmp/UnitTests'
 290         ```
 291
 292         If libarmnnUtils.a is present in `~/armnn-devenv/armnn/build/` and the unit tests run without failure then the build was successful.